Skip to content
View Kumario1's full-sized avatar

Highlights

  • Pro

Block or report Kumario1

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
Kumario1/README.md

Prince Kumar

CS @ Texas A&M · Brown Engineering Honors · 4.0 GPA

Building AI products, developer tooling, and quantitative systems.


LinkedIn GitHub Email npm


Typing headline

About

I'm a Computer Science student at Texas A&M University (Class of 2029) in the Craig and Galen Brown Engineering Honors program. I ship end-to-end systems — from LLM-powered SaaS and coding-agent infrastructure to low-latency market bots and computer-vision pipelines.

Right now I'm focused on agent coordination, AI product engineering, and quantitative modeling.

Education B.S. Computer Science, Texas A&M · Brown Engineering Honors · 4.0 GPA
Roles Full-Stack Developer @ Finch / ApplyEasy · Quantitative Developer @ Maroon Fund ($70K+ AUM)
Interests Coding agents, realtime systems, ML/CV, prediction markets, mobile

Featured Projects

Realtime coordination for coding-agent teams

Published @kumario/synapse — a polyglot TypeScript / JS / Python / Go layer that warns agents before they edit a symbol a teammate just changed.

  • Deterministic contract-conflict engine (not LLM-first)
  • WebSocket daemon · MCP tools · Redis fan-out
  • tree-sitter sidecars · SQLite / Postgres StateStore

TypeScript WebSockets MCP Docker

Claude · Codex · Cursor limits in the Mac notch

Native Swift macOS app — live usage gauges and sessions for Claude Code, Codex, and Cursor, rendered in the notch. Local-only, no Electron, no cloud.

  • Multi-account limit tracking
  • Live agent sessions + optional approval hooks
  • Launch-at-login · stays out of the Dock

Swift macOS Claude Codex Cursor

Issue → fix → PR agent loop

Autonomous watcher that polls GitHub issues and dispatches Cursor agents to patch code and open PRs — with humans still in the loop.

  • Pluggable engines: in-repo LLM, @cursor, Poke VMs
  • stdio MCP for approve / decline / instruct
  • GitHub Actions label + PR-approval workflows

TypeScript MCP GitHub Actions AST

Two-stage acne CV pipeline

YOLOv8m lesion detector → EfficientNetB0 type classifier → rules-based routine mapping. Learning project (not medical software).

  • Detector F1 0.722 on ACNE04
  • Classifier test accuracy 91.18%
  • Separates where from what type

Python YOLOv8 EfficientNet PyTorch

Finch / ApplyEasy

AI job-application SaaS

Five-repo platform: React on Cloudflare, Flask / LangChain backend, Manifest V3 extension, Python CLI — deployed on AWS EC2 with nginx, SSL, and GitHub Actions.

  • 100+ jobs/day via n8n + Apify
  • Weighted LLM scoring + dual-model generation
  • Discord / PostHog activation analytics

Python React LangChain AWS Cloudflare

Maroon Fund Models

Quant research for a student fund

XGBoost buy-the-dip / sell-at-peak classifiers with stationary features, TimeSeriesSplit, and walk-forward validation for a $70K+ AUM fund.

  • AMZN / NVDA / META pipelines
  • Leakage fixes: sell-side ROC AUC 0.64 → 0.97
  • Backtested Sharpe, drawdown, equity curves

Python XGBoost pandas scikit-learn

More projects
Project Stack Highlights
Southwest Spoilage Model Python, XGBoost, notebooks Time-honest 3-class model for airline crew-sequence spoilage — calibrated P(spoil) for schedulers
High-Freq Arbitrage Bot C++20, WebSockets Polymarket / Kalshi bot with lock-free feeds, TLS pooling, and ns latency histograms
TAMUSkate React Native, Supabase Campus skater social app — maps, heat zones, Google Auth, AI spot safety checks
PiPartner iOS, OpenAI, OCR AI math tutor — 400+ downloads, 5★, classroom adoption
Xcopilot GCP, Gemini Flash Fine-tuned personality-aware tweet generation from user history
Akash Chat React Native, Vision AI Multimodal attachments routed through vision models into the LLM
Carbon Footprint Initiative Streamlit, ML Hackathon emissions calculator with visualizations + offset actions

Open Source

Contributions merged upstream into high-traffic agent / infra repos:

Repo What I shipped
headroom Token-savings KPIs for CI gating · normalized Anthropic model IDs across proxy paths
ECC Closed a credential-leak vector (tokens off curl argv → stdin) · CI regression guard
CloakBrowser Idle Chrome process cleanup · hardened post-scroll click targeting
hermes-agent Windows→WSL cwd translation · session-origin persistence across gateway restarts

Tech Stack

Languages

Python TypeScript JavaScript C++ Swift Java SQL

Frameworks & AI

React React Native Node.js Flask FastAPI PyTorch LangChain XGBoost

Infra & Tools

AWS GCP Cloudflare Docker Supabase Firebase GitHub Actions MCP


Highlights

  • Published @kumario/synapse — realtime contract-level coordination for multi-agent coding teams
  • Shipped agentNotch — native macOS notch UI for Claude / Codex / Cursor usage & sessions
  • Built Finch's AI application pipeline processing 100+ jobs/day with dual-LLM generation and production AWS / Cloudflare infra
  • Quant models for a $70K+ AUM student fund — leakage fixes lifting sell-side ROC AUC from 0.64 → 0.97
  • Upstream PRs into major agent / infra OSS (headroom, ECC, CloakBrowser, hermes-agent)
  • PiPartner — 400+ downloads, 5-star rating, classroom adoption

Contact

Open to software engineering, AI / ML, mobile, and quant internship opportunities.

Email   LinkedIn   GitHub

GitHub stats Top langs


Activity graph

Pinned Loading

  1. synapse synapse Public

    Realtime coordination layer for coding agents

    TypeScript 2

  2. skinscan skinscan Public

    dasd

    Python

  3. southwest-spoilage-model southwest-spoilage-model Public

    Jupyter Notebook

  4. agentNotch agentNotch Public

    Swift 2 1

  5. 2016-filter-model 2016-filter-model Public

    Python

  6. headroomlabs-ai/headroom headroomlabs-ai/headroom Public

    Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.

    Python 62.9k 4.8k